Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "54"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 54 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 86 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 84 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 54, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459903 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.404811 12.279829 9.813548 10.536889 7.263086 7.898269 4.230841 2.413071 0.0316 0.0314 0.0012 nan nan
2459902 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.918492 13.665227 10.339021 10.930055 7.834405 8.258769 2.215245 0.972968 0.0346 0.0339 0.0013 nan nan
2459901 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.000466 13.852342 9.214811 9.934314 7.181648 7.228744 2.337015 1.358737 0.0368 0.0358 0.0014 nan nan
2459900 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.940082 14.187759 9.687227 10.486618 9.099603 7.756965 1.732250 0.893257 0.0338 0.0331 0.0013 nan nan
2459898 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.696555 11.558538 9.188733 9.950019 8.294546 9.350387 4.080447 2.632367 0.0440 0.0436 0.0011 nan nan
2459897 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.454710 11.322642 9.212273 10.179049 9.494383 10.018251 2.646956 1.463679 0.0427 0.0421 0.0013 nan nan
2459896 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.694648 11.455364 9.484708 10.244147 9.973645 10.945878 1.988698 0.914658 0.0444 0.0436 0.0013 nan nan
2459895 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.205340 14.061015 12.330571 12.887876 10.280661 11.063884 6.120106 5.566829 0.0454 0.0451 0.0009 nan nan
2459894 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.194772 13.325075 8.412790 9.269761 9.868258 10.593411 3.890653 2.396488 0.0444 0.0438 0.0012 nan nan
2459893 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.481786 13.836151 8.958335 9.805899 8.163931 9.215139 3.911290 2.078938 0.0459 0.0453 0.0011 nan nan
2459892 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.561619 13.596701 10.515761 11.347866 6.725284 7.114377 2.740331 1.353664 0.0514 0.0505 0.0013 nan nan
2459891 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.285711 12.528269 10.310631 11.305640 8.558975 10.332183 2.837768 1.873322 0.0443 0.0444 0.0011 nan nan
2459890 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.863322 12.722310 12.777938 13.512305 8.210387 9.127453 1.397877 0.407476 0.0430 0.0426 0.0011 nan nan
2459889 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.105479 14.456348 9.913861 10.915088 11.205858 13.018173 5.727280 4.000002 0.0477 0.0470 0.0011 nan nan
2459888 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.145302 12.057973 11.947200 12.700924 9.899686 11.770628 2.599484 2.185958 0.0463 0.0458 0.0011 nan nan
2459887 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.832612 12.886756 12.094975 12.598049 7.460979 10.309105 2.117236 1.256363 0.0459 0.0453 0.0012 nan nan
2459886 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.355330 17.496986 10.524501 11.070943 6.450480 8.079547 2.712318 2.100839 0.0522 0.0503 0.0014 nan nan
2459885 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.800214 21.179852 61.978217 64.078653 14.281831 19.452024 17.951215 12.480633 0.0446 0.0439 0.0012 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.332526 12.097046 11.620551 12.322653 7.943119 9.829766 1.830824 0.806572 0.0433 0.0430 0.0013 nan nan
2459883 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.661994 16.970920 56.040429 57.733077 7.942570 10.806572 8.166578 5.808057 0.0491 0.0479 0.0013 nan nan
2459882 digital_ok 100.00% 100.00% 100.00% 0.00% - - 25.731853 27.329439 32.116737 34.612884 11.218660 15.216266 2.831118 0.942704 0.0536 0.0539 0.0015 nan nan
2459881 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.725414 15.784158 71.372249 73.866163 22.058470 30.489443 8.941757 14.465040 0.0469 0.0506 0.0034 nan nan
2459880 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459878 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.086490 17.127677 71.593746 73.417321 11.610003 15.702452 9.304275 5.288091 0.0483 0.0471 0.0015 nan nan
2459876 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 digital_ok 100.00% 100.00% 100.00% 0.00% - - 17.935143 20.718301 67.417995 69.935939 13.369407 20.690737 4.069264 8.029332 0.0462 0.0456 0.0013 nan nan
2459874 digital_ok 100.00% 100.00% 100.00% 0.00% - - 25.445186 29.134675 35.141150 36.768009 18.227099 27.442775 5.544389 2.891745 0.0464 0.0452 0.0014 nan nan
2459873 digital_ok 100.00% 100.00% 100.00% 0.00% - - 19.112203 21.674790 45.454964 47.497964 7.340720 11.221003 2.389908 1.244367 0.0474 0.0466 0.0016 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.603940 19.279125 58.246313 60.940949 20.260188 31.431396 3.758357 1.598008 0.0420 0.0418 0.0014 nan nan
2459871 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.341216 15.764354 62.842434 65.121530 18.155251 26.008758 2.113742 0.726049 0.0441 0.0439 0.0012 nan nan
2459870 digital_ok 100.00% 100.00% 100.00% 0.00% - - 22.642240 26.023449 47.312279 49.157627 10.888910 18.120002 6.929324 4.075848 0.0463 0.0454 0.0017 nan nan
2459869 digital_ok 100.00% 100.00% 100.00% 0.00% - - 19.062449 20.810559 47.261983 48.802131 15.840640 23.042329 6.644102 4.494176 0.0485 0.0482 0.0018 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.616646 23.980159 71.583892 73.992197 10.874684 17.142676 5.646646 2.448243 0.0444 0.0444 0.0016 nan nan
2459867 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.295183 17.162688 56.196456 58.535133 5.851157 9.996999 4.052465 1.803147 0.0457 0.0449 0.0018 nan nan
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.563423 19.533838 52.964289 55.354501 6.665210 11.292455 3.813055 2.497911 0.0493 0.0488 0.0016 nan nan
2459865 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.154920 21.842821 64.327068 67.481600 15.768925 24.046624 15.394824 12.166941 0.0410 0.0411 0.0019 nan nan
2459864 digital_ok 100.00% 100.00% 100.00% 0.00% - - 22.177391 26.710498 25.742161 27.618374 8.298763 13.440741 6.845442 4.455547 0.0420 0.0423 0.0018 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459862 digital_ok 100.00% 100.00% 0.00% 0.00% - - 13.150797 0.220912 29.399171 -0.852015 12.538400 4.386762 1.980821 2.160753 0.0488 0.7070 0.5080 nan nan
2459861 digital_ok 100.00% 100.00% 0.00% 0.00% - - 10.138583 2.693680 8.218768 0.405787 2.581709 1.880914 2.312558 1.266933 0.0427 0.6802 0.4891 nan nan
2459860 digital_ok 100.00% 100.00% 0.00% 0.00% - - 11.137241 9.447241 24.693141 -0.394584 14.714843 1.009818 2.372703 -0.431182 0.0453 0.6665 0.5197 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459858 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 10.039540 3.680508 9.194221 0.356749 2.311183 1.935683 2.350213 11.727015 0.0459 0.6860 0.5277 1.333557 2.395997
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 6.611256 0.040153 1.533208 0.220974 1.728431 -0.730473 6.952745 1.172804 0.0425 0.0501 0.0096 nan nan
2459856 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.988981 10.350368 23.233178 -0.405715 6.652394 0.302758 3.152482 7.210478 0.0475 0.6941 0.5404 1.354439 2.394156
2459855 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.738103 10.855745 24.260945 -0.732968 2.753088 3.584607 1.518160 1.289553 0.0484 0.7121 0.5580 1.161356 2.319123
2459854 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.741366 14.895895 18.593168 -0.247116 4.028285 0.236179 5.608081 4.114927 0.0510 0.7262 0.5752 1.143503 2.355308
2459853 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 13.178242 6.237780 25.244431 -0.445930 7.006733 1.174340 3.597999 2.643794 0.0500 0.6887 0.5358 1.382289 2.608710
2459852 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 13.231309 -0.217464 26.004177 -0.933908 15.672972 1.429151 16.735702 -0.925418 0.0600 0.8431 0.5847 1.294222 3.915523
2459851 digital_ok 100.00% 89.15% 0.00% 0.00% 100.00% 0.00% 10.259317 3.753346 26.749135 -0.494912 21.519771 1.615954 13.841567 0.391203 0.1281 0.7487 0.5337 1.499029 3.247787
2459850 digital_ok 100.00% 97.66% 0.00% 0.00% 100.00% 0.00% 12.517605 5.490366 23.129395 -0.455239 10.337531 1.064916 7.208210 1.506505 0.0766 0.7570 0.5113 1.382981 2.546884
2459849 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.563401 -0.864946 46.669696 -0.880439 7.104008 0.971529 4.410092 4.772839 0.0542 0.7633 0.5406 1.536543 3.438237
2459848 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 13.290354 0.505495 29.735184 -0.618168 14.331254 2.109279 2.330787 3.996132 0.0512 0.7603 0.5574 1.473381 3.075815
2459847 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 15.366130 -0.442216 27.761044 -0.414620 21.827506 1.858237 0.797086 1.449361 0.0423 0.6991 0.5303 1.404662 2.581382
2459846 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 24.867707 -1.075278 33.721827 -0.007132 21.664346 1.615530 4.256981 -0.512638 0.0459 0.7071 0.4789 1.610311 3.064664
2459845 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 16.905537 -0.315897 39.432344 0.139502 10.115741 -0.204663 1.564699 0.307908 0.0590 0.7636 0.6514 1.174578 9.984699
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.915515 0.504969 5.904540 0.152813 0.808160 0.454357 6.230232 1.493963 0.0517 0.0740 0.0234 nan nan
2459843 digital_ok 100.00% 100.00% 0.66% 0.00% 100.00% 0.00% 17.085871 -0.975150 19.115369 -1.175527 64.463905 0.196363 0.231233 1.592351 0.0521 0.7625 0.6212 1.696072 4.048418
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 67.892118 84.055899 71.443569 66.768911 68.429362 67.519417 772.492363 591.556943 0.0168 0.0165 0.0004 0.000000 0.000000
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.845383 -0.789290 0.815562 0.569532 -0.544486 0.352991 0.432844 1.390399 0.0433 0.0932 0.0053 nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.596226 11.433258 0.992896 -0.579345 0.533210 9.220807 0.789468 1.014506 0.0926 0.0925 0.0187 1.224004 1.224971
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.531910 -0.549216 -1.052095 1.343212 -0.668479 -0.895905 -0.206040 0.774682 0.0355 0.0424 0.0016 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.580126 22.870577 1.387894 1.288152 0.789526 5.660819 1.275403 2.703064 0.0846 0.0967 0.0208 1.241719 1.240192
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.887994 35.378165 1.133631 1.168500 0.949517 4.816593 1.734312 2.038527 0.0940 0.1021 0.0179 34.971879 22.095003
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.866973 11.643199 1.028494 1.823077 0.059000 3.400357 2.502953 0.119643 0.0762 0.0898 0.0169 1.252671 1.250877
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.465320 26.744552 1.336424 1.512398 0.645341 3.833578 0.127570 0.623499 0.0946 0.1034 0.0191 1.202207 1.199721
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.357972 15.447347 1.626663 2.287286 1.295870 5.727232 0.563729 -0.082438 0.0664 0.0721 0.0119 1.147168 1.135188
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.595436 6.352998 1.364107 0.424943 -0.965889 7.217102 -0.584822 15.917780 0.0784 0.0945 0.0182 1.194300 1.189275
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.568712 28.965965 1.229012 0.985292 0.224002 2.603130 1.311546 0.107834 0.1073 0.1165 0.0202 1.216093 1.215526
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.168314 6.588890 1.941136 3.457562 0.094130 3.290488 2.220261 1.683441 0.0955 0.1055 0.0220 1.132707 1.129892
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.914717 8.403356 1.392426 3.117768 -0.513406 5.749390 0.976564 7.216219 0.0889 0.0948 0.0182 1.199499 1.192283
2459821 digital_ok 100.00% 11.29% 11.29% 0.00% 100.00% 0.00% 1.481911 1.898634 1.325956 1.798883 -1.375839 3.371661 0.215494 24.437464 0.7373 0.6010 0.4247 4.016303 3.281438
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.443531 2.954496 1.131213 1.142228 0.300717 11.202453 0.492268 4.520073 0.7864 0.7070 0.3933 4.245019 3.731064
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 50.00% 0.837481 -0.306333 1.319126 1.057010 -0.334606 -0.447355 -0.254084 -0.719210 0.8326 0.7109 0.4779 2.826214 2.688585
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.657856 -0.685763 1.846962 0.832313 0.967530 1.487681 1.246738 -0.570147 0.8500 0.6262 0.5662 1.911709 1.596301
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 15.79% 0.907491 -0.279332 1.684638 0.884186 0.885119 0.856075 0.955164 -0.233047 0.8277 0.7176 0.4892 2.264774 2.076999
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 1.07% 0.00% 1.357772 -0.117737 0.692816 0.544481 1.898464 3.082918 2.757303 2.047856 0.8009 0.7540 0.3653 2.332825 2.112866

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 54: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 12.279829 12.279829 10.404811 10.536889 9.813548 7.898269 7.263086 2.413071 4.230841

Antenna 54: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 13.665227 11.918492 13.665227 10.339021 10.930055 7.834405 8.258769 2.215245 0.972968

Antenna 54: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 13.852342 12.000466 13.852342 9.214811 9.934314 7.181648 7.228744 2.337015 1.358737

Antenna 54: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 14.187759 10.940082 14.187759 9.687227 10.486618 9.099603 7.756965 1.732250 0.893257

Antenna 54: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 11.558538 11.558538 9.696555 9.950019 9.188733 9.350387 8.294546 2.632367 4.080447

Antenna 54: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 11.322642 11.322642 9.454710 10.179049 9.212273 10.018251 9.494383 1.463679 2.646956

Antenna 54: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 11.455364 11.455364 9.694648 10.244147 9.484708 10.945878 9.973645 0.914658 1.988698

Antenna 54: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 14.061015 12.205340 14.061015 12.330571 12.887876 10.280661 11.063884 6.120106 5.566829

Antenna 54: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 13.325075 13.325075 11.194772 9.269761 8.412790 10.593411 9.868258 2.396488 3.890653

Antenna 54: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 13.836151 11.481786 13.836151 8.958335 9.805899 8.163931 9.215139 3.911290 2.078938

Antenna 54: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 13.596701 13.596701 11.561619 11.347866 10.515761 7.114377 6.725284 1.353664 2.740331

Antenna 54: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 12.528269 10.285711 12.528269 10.310631 11.305640 8.558975 10.332183 2.837768 1.873322

Antenna 54: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 13.512305 12.722310 10.863322 13.512305 12.777938 9.127453 8.210387 0.407476 1.397877

Antenna 54: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 14.456348 12.105479 14.456348 9.913861 10.915088 11.205858 13.018173 5.727280 4.000002

Antenna 54: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 12.700924 12.057973 10.145302 12.700924 11.947200 11.770628 9.899686 2.185958 2.599484

Antenna 54: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 12.886756 12.886756 10.832612 12.598049 12.094975 10.309105 7.460979 1.256363 2.117236

Antenna 54: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 17.496986 15.355330 17.496986 10.524501 11.070943 6.450480 8.079547 2.712318 2.100839

Antenna 54: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 64.078653 21.179852 18.800214 64.078653 61.978217 19.452024 14.281831 12.480633 17.951215

Antenna 54: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 12.322653 12.097046 10.332526 12.322653 11.620551 9.829766 7.943119 0.806572 1.830824

Antenna 54: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 57.733077 16.970920 14.661994 57.733077 56.040429 10.806572 7.942570 5.808057 8.166578

Antenna 54: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 34.612884 27.329439 25.731853 34.612884 32.116737 15.216266 11.218660 0.942704 2.831118

Antenna 54: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 73.866163 15.784158 13.725414 73.866163 71.372249 30.489443 22.058470 14.465040 8.941757

Antenna 54: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 73.417321 17.127677 15.086490 73.417321 71.593746 15.702452 11.610003 5.288091 9.304275

Antenna 54: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 69.935939 17.935143 20.718301 67.417995 69.935939 13.369407 20.690737 4.069264 8.029332

Antenna 54: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 36.768009 25.445186 29.134675 35.141150 36.768009 18.227099 27.442775 5.544389 2.891745

Antenna 54: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 47.497964 19.112203 21.674790 45.454964 47.497964 7.340720 11.221003 2.389908 1.244367

Antenna 54: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 60.940949 19.279125 16.603940 60.940949 58.246313 31.431396 20.260188 1.598008 3.758357

Antenna 54: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 65.121530 15.764354 13.341216 65.121530 62.842434 26.008758 18.155251 0.726049 2.113742

Antenna 54: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 49.157627 22.642240 26.023449 47.312279 49.157627 10.888910 18.120002 6.929324 4.075848

Antenna 54: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 48.802131 19.062449 20.810559 47.261983 48.802131 15.840640 23.042329 6.644102 4.494176

Antenna 54: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 73.992197 20.616646 23.980159 71.583892 73.992197 10.874684 17.142676 5.646646 2.448243

Antenna 54: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 58.535133 14.295183 17.162688 56.196456 58.535133 5.851157 9.996999 4.052465 1.803147

Antenna 54: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 55.354501 19.533838 16.563423 55.354501 52.964289 11.292455 6.665210 2.497911 3.813055

Antenna 54: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 67.481600 18.154920 21.842821 64.327068 67.481600 15.768925 24.046624 15.394824 12.166941

Antenna 54: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 27.618374 26.710498 22.177391 27.618374 25.742161 13.440741 8.298763 4.455547 6.845442

Antenna 54: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 29.399171 13.150797 0.220912 29.399171 -0.852015 12.538400 4.386762 1.980821 2.160753

Antenna 54: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape 10.138583 2.693680 10.138583 0.405787 8.218768 1.880914 2.581709 1.266933 2.312558

Antenna 54: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 24.693141 11.137241 9.447241 24.693141 -0.394584 14.714843 1.009818 2.372703 -0.431182

Antenna 54: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 54: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 11.727015 3.680508 10.039540 0.356749 9.194221 1.935683 2.311183 11.727015 2.350213

Antenna 54: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 6.952745 0.040153 6.611256 0.220974 1.533208 -0.730473 1.728431 1.172804 6.952745

Antenna 54: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 23.233178 14.988981 10.350368 23.233178 -0.405715 6.652394 0.302758 3.152482 7.210478

Antenna 54: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 24.260945 10.855745 15.738103 -0.732968 24.260945 3.584607 2.753088 1.289553 1.518160

Antenna 54: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 18.593168 14.895895 15.741366 -0.247116 18.593168 0.236179 4.028285 4.114927 5.608081

Antenna 54: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 25.244431 6.237780 13.178242 -0.445930 25.244431 1.174340 7.006733 2.643794 3.597999

Antenna 54: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 26.004177 13.231309 -0.217464 26.004177 -0.933908 15.672972 1.429151 16.735702 -0.925418

Antenna 54: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 26.749135 10.259317 3.753346 26.749135 -0.494912 21.519771 1.615954 13.841567 0.391203

Antenna 54: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 23.129395 12.517605 5.490366 23.129395 -0.455239 10.337531 1.064916 7.208210 1.506505

Antenna 54: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 46.669696 14.563401 -0.864946 46.669696 -0.880439 7.104008 0.971529 4.410092 4.772839

Antenna 54: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 29.735184 0.505495 13.290354 -0.618168 29.735184 2.109279 14.331254 3.996132 2.330787

Antenna 54: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 27.761044 -0.442216 15.366130 -0.414620 27.761044 1.858237 21.827506 1.449361 0.797086

Antenna 54: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 33.721827 24.867707 -1.075278 33.721827 -0.007132 21.664346 1.615530 4.256981 -0.512638

Antenna 54: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 39.432344 -0.315897 16.905537 0.139502 39.432344 -0.204663 10.115741 0.307908 1.564699

Antenna 54: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Shape 13.915515 13.915515 0.504969 5.904540 0.152813 0.808160 0.454357 6.230232 1.493963

Antenna 54: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Variability 64.463905 -0.975150 17.085871 -1.175527 19.115369 0.196363 64.463905 1.592351 0.231233

Antenna 54: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Temporal Discontinuties 772.492363 84.055899 67.892118 66.768911 71.443569 67.519417 68.429362 591.556943 772.492363

Antenna 54: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 1.390399 -0.789290 0.845383 0.569532 0.815562 0.352991 -0.544486 1.390399 0.432844

Antenna 54: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 11.433258 1.596226 11.433258 0.992896 -0.579345 0.533210 9.220807 0.789468 1.014506

Antenna 54: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Power 1.343212 -0.531910 -0.549216 -1.052095 1.343212 -0.668479 -0.895905 -0.206040 0.774682

Antenna 54: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 22.870577 1.580126 22.870577 1.387894 1.288152 0.789526 5.660819 1.275403 2.703064

Antenna 54: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 35.378165 35.378165 0.887994 1.168500 1.133631 4.816593 0.949517 2.038527 1.734312

Antenna 54: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 11.643199 11.643199 0.866973 1.823077 1.028494 3.400357 0.059000 0.119643 2.502953

Antenna 54: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 26.744552 0.465320 26.744552 1.336424 1.512398 0.645341 3.833578 0.127570 0.623499

Antenna 54: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 15.447347 15.447347 1.357972 2.287286 1.626663 5.727232 1.295870 -0.082438 0.563729

Antenna 54: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 15.917780 6.352998 0.595436 0.424943 1.364107 7.217102 -0.965889 15.917780 -0.584822

Antenna 54: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 28.965965 0.568712 28.965965 1.229012 0.985292 0.224002 2.603130 1.311546 0.107834

Antenna 54: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 6.588890 6.588890 0.168314 3.457562 1.941136 3.290488 0.094130 1.683441 2.220261

Antenna 54: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape 8.403356 0.914717 8.403356 1.392426 3.117768 -0.513406 5.749390 0.976564 7.216219

Antenna 54: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 24.437464 1.898634 1.481911 1.798883 1.325956 3.371661 -1.375839 24.437464 0.215494

Antenna 54: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 11.202453 0.443531 2.954496 1.131213 1.142228 0.300717 11.202453 0.492268 4.520073

Antenna 54: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 1.319126 0.837481 -0.306333 1.319126 1.057010 -0.334606 -0.447355 -0.254084 -0.719210

Antenna 54: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 1.846962 -0.685763 0.657856 0.832313 1.846962 1.487681 0.967530 -0.570147 1.246738

Antenna 54: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 1.684638 -0.279332 0.907491 0.884186 1.684638 0.856075 0.885119 -0.233047 0.955164

Antenna 54: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 54: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Variability 3.082918 -0.117737 1.357772 0.544481 0.692816 3.082918 1.898464 2.047856 2.757303
In [ ]: